Nexora InsightsOpen the platform →
Model accuracy · measured through June 2026

How accurate is the forecast? The honest answer.

Every figure below is measured out of sample on a rolling-origin backtest at 3 past dates, and shown beside the benchmark anyone can compute: last year's same month on the same routes.

12%typical passenger route error, 1 month ahead
17%last year's same month, same routes
65%routes where the model beats it
63%aircraft recommendations within one size step of what flew

Passengers

Months aheadModelLast yearModel wins90th pct95% band holdsRoutes
112%17%65%53%97%28,632
217%17%56%71%96%28,567
316%16%60%72%96%28,360
417%17%57%87%96%27,751
518%18%56%94%95%27,308
617%17%57%79%96%27,459
718%18%53%88%96%21,767
818%17%47%86%96%21,710
919%18%49%92%95%21,485
1029%25%42%119%96%21,006
1130%25%43%114%95%20,730
1229%24%45%100%96%21,211

Typical route error (passengers), median across routes. Last year: last-year-same-month on the same routes. 95% band holds: share of actuals that fell inside the published interval.

At 10–12 months ahead, last year's same month is the better guide on most routes (45% model wins). The platform labels those horizons accordingly and marks the figure as a seasonal pattern rather than a model output.

Cargo

Months aheadModelLast yearModel wins90th pct95% band holdsRoutes
132%46%67%303%95%15,709
241%46%60%350%95%15,682
341%47%60%321%95%15,622
446%47%59%369%95%15,482
547%48%58%379%95%15,507
647%45%55%306%95%15,658
753%50%54%336%95%13,771
852%49%53%350%95%13,724
953%50%53%339%94%13,706
1057%62%60%533%95%13,565
1155%61%60%811%95%13,501
1256%60%59%728%94%13,636

Typical route error (tonnes), median across routes. Last year: last-year-same-month on the same routes. 95% band holds: share of actuals that fell inside the published interval.

Cargo tonnage is far more volatile than passengers; the 90th percentile shows it. The gap to the benchmark is larger than for passengers at every horizon.

Aircraft and frequency recommendations

Scored against what airlines actually operated, 2024-07 to 2026-06, across 639,045 passenger and 87,113 cargo route-months.

63%within one size step of the aircraft flown
0.90×of demand's seasonal swing tracked
86%load factor at recommended frequency (flown: 77%)
88%implied freighter load vs tonnes carried

Does the confidence label mean anything?

Load factor achieved at the recommended frequency, passenger routes, by the label the platform gave the route:

89.8%High confidence
82.9%Low confidence
88.0%Moderate confidence

If the label carried no information, the three figures would be the same.

What this page doesn't show

These are the all-routes figures. On the platform the same measurements are broken down by region, haul length, domestic/international, route size, history available and data source, plus error spread, direction of bias, stability between updates and peak-month accuracy — and every route carries its own measured error against comparable routes.

See whether it works for your market →